[refactor] import aws_lambda_powertools and define tests about aws lambda integration only when IS_AWS_LAMBDA is defined
Browse files- Dockerfile +1 -0
- dockerfiles/dockerfile-lambda-fastsam-api +1 -0
- samgis/__init__.py +12 -5
- samgis/io/wrappers_helpers.py +17 -2
- tests/io/test_wrappers_helpers.py +0 -1
- tests/test_lambda_app.py +222 -207
Dockerfile
CHANGED
@@ -5,6 +5,7 @@ ARG LAMBDA_TASK_ROOT="/var/task"
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ARG PYTHONPATH="${LAMBDA_TASK_ROOT}:${PYTHONPATH}:/usr/local/lib/python3/dist-packages"
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ENV VIRTUAL_ENV=${LAMBDA_TASK_ROOT}/.venv \
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PATH="${LAMBDA_TASK_ROOT}/.venv/bin:$PATH"
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# Set working directory to function root directory
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WORKDIR ${LAMBDA_TASK_ROOT}
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ARG PYTHONPATH="${LAMBDA_TASK_ROOT}:${PYTHONPATH}:/usr/local/lib/python3/dist-packages"
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ENV VIRTUAL_ENV=${LAMBDA_TASK_ROOT}/.venv \
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PATH="${LAMBDA_TASK_ROOT}/.venv/bin:$PATH"
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+
ENV IS_AWS_LAMBDA=""
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# Set working directory to function root directory
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WORKDIR ${LAMBDA_TASK_ROOT}
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dockerfiles/dockerfile-lambda-fastsam-api
CHANGED
@@ -5,6 +5,7 @@ ARG LAMBDA_TASK_ROOT="/var/task"
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ARG PYTHONPATH="${LAMBDA_TASK_ROOT}:${PYTHONPATH}:/usr/local/lib/python3/dist-packages"
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ENV VIRTUAL_ENV=${LAMBDA_TASK_ROOT}/.venv \
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PATH="${LAMBDA_TASK_ROOT}/.venv/bin:$PATH"
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# Set working directory to function root directory
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WORKDIR ${LAMBDA_TASK_ROOT}
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ARG PYTHONPATH="${LAMBDA_TASK_ROOT}:${PYTHONPATH}:/usr/local/lib/python3/dist-packages"
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ENV VIRTUAL_ENV=${LAMBDA_TASK_ROOT}/.venv \
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PATH="${LAMBDA_TASK_ROOT}/.venv/bin:$PATH"
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+
ENV IS_AWS_LAMBDA="True"
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# Set working directory to function root directory
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WORKDIR ${LAMBDA_TASK_ROOT}
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samgis/__init__.py
CHANGED
@@ -1,17 +1,24 @@
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"""Get machine learning predictions from geodata raster images"""
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# not used here but contextily_tile is imported in samgis.io.tms2geotiff
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from contextily import tile as contextily_tile
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from pathlib import Path
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-
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from samgis.utilities.constants import SERVICE_NAME
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PROJECT_ROOT_FOLDER = Path(globals().get("__file__", "./_")).absolute().parent.parent
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MODEL_FOLDER = Path(PROJECT_ROOT_FOLDER / "machine_learning_models")
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-
try:
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from aws_lambda_powertools import Logger
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-
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-
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from samgis_core.utilities.fastapi_logger import setup_logging
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app_logger = setup_logging(debug=True)
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"""Get machine learning predictions from geodata raster images"""
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+
import os
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+
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# not used here but contextily_tile is imported in samgis.io.tms2geotiff
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from contextily import tile as contextily_tile
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from pathlib import Path
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from samgis.utilities.constants import SERVICE_NAME
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PROJECT_ROOT_FOLDER = Path(globals().get("__file__", "./_")).absolute().parent.parent
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MODEL_FOLDER = Path(PROJECT_ROOT_FOLDER / "machine_learning_models")
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+
IS_AWS_LAMBDA = bool(os.getenv("IS_AWS_LAMBDA", ""))
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+
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if IS_AWS_LAMBDA:
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try:
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from aws_lambda_powertools import Logger
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+
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app_logger = Logger(service=SERVICE_NAME)
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except ModuleNotFoundError:
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print("this should be AWS LAMBDA environment but we miss the required aws lambda powertools package")
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+
else:
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from samgis_core.utilities.fastapi_logger import setup_logging
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app_logger = setup_logging(debug=True)
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samgis/io/wrappers_helpers.py
CHANGED
@@ -1,5 +1,9 @@
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"""lambda helper functions"""
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from typing import Dict
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from xyzservices import providers, TileProvider
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from samgis import app_logger
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@@ -131,6 +135,12 @@ def get_parsed_request_body(event: Dict or str) -> ApiRequestBody:
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from json import dumps, loads
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from logging import getLevelName
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app_logger.info(f"event:{dumps(event)}...")
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try:
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raw_body = event["body"]
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@@ -146,8 +156,13 @@ def get_parsed_request_body(event: Dict or str) -> ApiRequestBody:
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parsed_body = ApiRequestBody.model_validate(raw_body)
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log_level = "DEBUG" if parsed_body.debug else "INFO"
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-
app_logger.
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app_logger.
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return parsed_body
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"""lambda helper functions"""
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+
import logging
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+
from sys import stdout
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from typing import Dict
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+
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import loguru
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from xyzservices import providers, TileProvider
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from samgis import app_logger
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from json import dumps, loads
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from logging import getLevelName
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+
def _get_current_log_level(logger: loguru.logger) -> [str, loguru._logger.Level]:
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+
levels = logger._core.levels
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+
current_log_level = logger._core.min_level
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141 |
+
level_filt = [l for l in levels.items() if l[1].no == current_log_level]
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+
return level_filt[0]
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+
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app_logger.info(f"event:{dumps(event)}...")
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try:
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raw_body = event["body"]
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156 |
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parsed_body = ApiRequestBody.model_validate(raw_body)
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158 |
log_level = "DEBUG" if parsed_body.debug else "INFO"
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159 |
+
app_logger.remove()
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+
app_logger.add(stdout, level=log_level)
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+
try:
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+
current_log_level_name, _ = _get_current_log_level(app_logger)
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+
app_logger.warning(f"set log level to {getLevelName(current_log_level_name)}.")
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+
except Exception as ex:
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+
print("failing setting parsing bbox, logger is ok? ex:", ex, "#")
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return parsed_body
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tests/io/test_wrappers_helpers.py
CHANGED
@@ -133,4 +133,3 @@ class WrappersHelpersTest(unittest.TestCase):
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133 |
'url': 'https://{s}.tile.openstreetmap.fr/hot/{z}/{x}/{y}.png', 'max_zoom': 19,
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134 |
'html_attribution': html_attribution_hot, 'attribution': attribution_hot, 'name': 'OpenStreetMap.HOT'
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}
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-
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'url': 'https://{s}.tile.openstreetmap.fr/hot/{z}/{x}/{y}.png', 'max_zoom': 19,
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'html_attribution': html_attribution_hot, 'attribution': attribution_hot, 'name': 'OpenStreetMap.HOT'
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}
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tests/test_lambda_app.py
CHANGED
@@ -3,215 +3,230 @@ import time
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import unittest
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from unittest.mock import patch
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-
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from
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from
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lambda_context = LambdaContext(
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invoke_id="test_invoke_id",
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-
client_context=None,
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41 |
-
cognito_identity=None,
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42 |
-
epoch_deadline_time_in_ms=time.time()
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)
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expected_response_500 = '{"statusCode": 500, "header": {"Content-Type": "application/json"}, '
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expected_response_500 += '"body": "{\\"duration_run\\": 0, \\"message\\": \\"Internal server error\\", '
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-
expected_response_500 += '\\"request_id\\": \\"test_invoke_id\\"}", "isBase64Encoded": false}'
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-
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assert lambda_handler(event, lambda_context) == expected_response_500
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-
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@patch.object(time, "time")
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-
@patch.object(lambda_wrapper, "get_parsed_request_body")
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-
def test_lambda_handler_400(self, get_parsed_request_body_mocked, time_mocked):
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from wrappers.lambda_wrapper import lambda_handler
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-
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-
time_mocked.return_value = 0
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-
get_parsed_request_body_mocked.return_value = {}
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-
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-
event = {"body": {}, "version": 1.0}
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-
lambda_context = LambdaContext(
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-
invoke_id="test_invoke_id",
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-
client_context=None,
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-
cognito_identity=None,
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-
epoch_deadline_time_in_ms=time.time()
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)
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-
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assert lambda_handler(event, lambda_context) == (
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-
'{"statusCode": 400, "header": {"Content-Type": "application/json"}, '
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'"body": "{\\"duration_run\\": 0, \\"message\\": \\"Bad Request\\", '
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'\\"request_id\\": \\"test_invoke_id\\"}", "isBase64Encoded": false}')
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-
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@patch.object(time, "time")
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-
def test_lambda_handler_422(self, time_mocked):
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from wrappers.lambda_wrapper import lambda_handler
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-
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time_mocked.return_value = 0
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-
event = {"body": {}, "version": 1.0}
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-
lambda_context = LambdaContext(
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-
invoke_id="test_invoke_id",
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-
client_context=None,
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-
cognito_identity=None,
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epoch_deadline_time_in_ms=time.time()
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)
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-
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response_422 = lambda_handler(event, lambda_context)
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-
expected_response_422 = '{"statusCode": 422, "header": {"Content-Type": "application/json"}, '
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expected_response_422 += '"body": "{\\"duration_run\\": 0, \\"message\\": \\"Missing required parameter\\", '
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expected_response_422 += '\\"request_id\\": \\"test_invoke_id\\"}", "isBase64Encoded": false}'
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assert response_422 == expected_response_422
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-
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@patch.object(time, "time")
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@patch.object(lambda_wrapper, "samexporter_predict")
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@patch.object(lambda_wrapper, "get_response")
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@patch.object(lambda_wrapper, "get_parsed_bbox_points")
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@patch.object(lambda_wrapper, "get_parsed_request_body")
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-
def test_lambda_handler_200_mocked(
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self,
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get_parsed_request_body_mocked,
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get_parsed_bbox_points_mocked,
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get_response_mocked,
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samexporter_predict_mocked,
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time_mocked
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):
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from wrappers.lambda_wrapper import lambda_handler
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from tests import TEST_EVENTS_FOLDER
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time_mocked.return_value = 0
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get_parsed_request_body_mocked.value = {}
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get_parsed_bbox_points_mocked.return_value = {"bbox": "bbox_object", "prompt": "prompt_object", "zoom": 1}
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-
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response_type = "200"
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with open(TEST_EVENTS_FOLDER / "get_response.json") as tst_json_get_response:
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get_response_io = json.load(tst_json_get_response)
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input_200 = {
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"bbox": {
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"ne": {"lat": 38.03932961278458, "lng": 15.36808069832851},
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"sw": {"lat": 37.455509218936974, "lng": 14.632807441554068}
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},
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"prompt": [{
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"type": "point",
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"data": {"lat": 37.0, "lng": 15.0},
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"label": 0
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}],
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"zoom": 10,
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"source_type": "OpenStreetMap.Mapnik",
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"debug": True
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}
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samexporter_predict_output = get_response_io[response_type]["input"]
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samexporter_predict_mocked.return_value = samexporter_predict_output
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samexporter_predict_mocked.side_effect = None
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get_response_mocked.return_value = get_response_io[response_type]["output"]
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-
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event = {"body": input_200, "version": 1.0}
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-
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lambda_context = LambdaContext(
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invoke_id="test_invoke_id",
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client_context=None,
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cognito_identity=None,
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epoch_deadline_time_in_ms=time.time()
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)
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response_200 = lambda_handler(event, lambda_context)
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expected_response_200 = get_response_io[response_type]["output"]
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print(f"types: response_200:{type(response_200)}, expected:{type(expected_response_200)}.")
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assert response_200 == expected_response_200
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@patch.object(wrappers_helpers, "get_url_tile")
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def test_lambda_handler_200_real_single_multi_point(self, get_url_tile_mocked):
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import xyzservices
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import shapely
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-
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from wrappers.lambda_wrapper import lambda_handler
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from tests import LOCAL_URL_TILE, TEST_EVENTS_FOLDER
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local_tile_provider = xyzservices.TileProvider(name="local_tile_provider", url=LOCAL_URL_TILE, attribution="")
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get_url_tile_mocked.return_value = local_tile_provider
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fn_name = "lambda_handler"
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invoke_id = "test_invoke_id"
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-
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for json_filename in [
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"single_point",
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"multi_prompt",
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"single_rectangle"
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]:
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with open(TEST_EVENTS_FOLDER / f"{fn_name}_{json_filename}.json") as tst_json:
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inputs_outputs = json.load(tst_json)
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lambda_context = LambdaContext(
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invoke_id=
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client_context=None,
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cognito_identity=None,
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epoch_deadline_time_in_ms=time.time()
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)
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import unittest
|
4 |
from unittest.mock import patch
|
5 |
|
6 |
+
from samgis import IS_AWS_LAMBDA
|
7 |
+
|
8 |
+
if IS_AWS_LAMBDA:
|
9 |
+
try:
|
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+
from awslambdaric.lambda_context import LambdaContext
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+
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+
from samgis.io import wrappers_helpers
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from wrappers import lambda_wrapper
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from tests.local_tiles_http_server import LocalTilesHttpServer
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+
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+
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+
class TestLambdaApp(unittest.TestCase):
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+
@patch.object(time, "time")
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@patch.object(lambda_wrapper, "samexporter_predict")
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@patch.object(lambda_wrapper, "get_parsed_bbox_points")
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@patch.object(lambda_wrapper, "get_parsed_request_body")
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def test_lambda_handler_500(
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self,
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get_parsed_request_body_mocked,
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get_parsed_bbox_points_mocked,
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samexporter_predict_mocked,
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time_mocked
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+
):
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from wrappers.lambda_wrapper import lambda_handler
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+
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time_mocked.return_value = 0
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get_parsed_request_body_mocked.value = {}
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get_parsed_bbox_points_mocked.return_value = {"bbox": "bbox_object", "prompt": "prompt_object",
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"zoom": 1}
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+
samexporter_predict_mocked.side_effect = ValueError("I raise a value error!")
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+
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+
event = {"body": {}, "version": 1.0}
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38 |
lambda_context = LambdaContext(
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+
invoke_id="test_invoke_id",
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40 |
client_context=None,
|
41 |
cognito_identity=None,
|
42 |
epoch_deadline_time_in_ms=time.time()
|
43 |
)
|
44 |
+
expected_response_500 = '{"statusCode": 500, "header": {"Content-Type": "application/json"}, '
|
45 |
+
expected_response_500 += '"body": "{\\"duration_run\\": 0, \\"message\\": \\"Internal server error\\", '
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46 |
+
expected_response_500 += '\\"request_id\\": \\"test_invoke_id\\"}", "isBase64Encoded": false}'
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47 |
+
|
48 |
+
assert lambda_handler(event, lambda_context) == expected_response_500
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49 |
+
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50 |
+
|
51 |
+
@patch.object(time, "time")
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52 |
+
@patch.object(lambda_wrapper, "get_parsed_request_body")
|
53 |
+
def test_lambda_handler_400(self, get_parsed_request_body_mocked, time_mocked):
|
54 |
+
from wrappers.lambda_wrapper import lambda_handler
|
55 |
+
|
56 |
+
time_mocked.return_value = 0
|
57 |
+
get_parsed_request_body_mocked.return_value = {}
|
58 |
+
|
59 |
+
event = {"body": {}, "version": 1.0}
|
60 |
+
lambda_context = LambdaContext(
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61 |
+
invoke_id="test_invoke_id",
|
62 |
+
client_context=None,
|
63 |
+
cognito_identity=None,
|
64 |
+
epoch_deadline_time_in_ms=time.time()
|
65 |
+
)
|
66 |
+
|
67 |
+
assert lambda_handler(event, lambda_context) == (
|
68 |
+
'{"statusCode": 400, "header": {"Content-Type": "application/json"}, '
|
69 |
+
'"body": "{\\"duration_run\\": 0, \\"message\\": \\"Bad Request\\", '
|
70 |
+
'\\"request_id\\": \\"test_invoke_id\\"}", "isBase64Encoded": false}')
|
71 |
+
|
72 |
+
|
73 |
+
@patch.object(time, "time")
|
74 |
+
def test_lambda_handler_422(self, time_mocked):
|
75 |
+
from wrappers.lambda_wrapper import lambda_handler
|
76 |
+
|
77 |
+
time_mocked.return_value = 0
|
78 |
+
event = {"body": {}, "version": 1.0}
|
79 |
+
lambda_context = LambdaContext(
|
80 |
+
invoke_id="test_invoke_id",
|
81 |
+
client_context=None,
|
82 |
+
cognito_identity=None,
|
83 |
+
epoch_deadline_time_in_ms=time.time()
|
84 |
+
)
|
85 |
+
|
86 |
+
response_422 = lambda_handler(event, lambda_context)
|
87 |
+
expected_response_422 = '{"statusCode": 422, "header": {"Content-Type": "application/json"}, '
|
88 |
+
expected_response_422 += '"body": "{\\"duration_run\\": 0, \\"message\\": \\"Missing required parameter\\", '
|
89 |
+
expected_response_422 += '\\"request_id\\": \\"test_invoke_id\\"}", "isBase64Encoded": false}'
|
90 |
+
|
91 |
+
assert response_422 == expected_response_422
|
92 |
+
|
93 |
+
|
94 |
+
@patch.object(time, "time")
|
95 |
+
@patch.object(lambda_wrapper, "samexporter_predict")
|
96 |
+
@patch.object(lambda_wrapper, "get_response")
|
97 |
+
@patch.object(lambda_wrapper, "get_parsed_bbox_points")
|
98 |
+
@patch.object(lambda_wrapper, "get_parsed_request_body")
|
99 |
+
def test_lambda_handler_200_mocked(
|
100 |
+
self,
|
101 |
+
get_parsed_request_body_mocked,
|
102 |
+
get_parsed_bbox_points_mocked,
|
103 |
+
get_response_mocked,
|
104 |
+
samexporter_predict_mocked,
|
105 |
+
time_mocked
|
106 |
+
):
|
107 |
+
from wrappers.lambda_wrapper import lambda_handler
|
108 |
+
from tests import TEST_EVENTS_FOLDER
|
109 |
+
|
110 |
+
time_mocked.return_value = 0
|
111 |
+
get_parsed_request_body_mocked.value = {}
|
112 |
+
get_parsed_bbox_points_mocked.return_value = {"bbox": "bbox_object", "prompt": "prompt_object", "zoom": 1}
|
113 |
+
|
114 |
+
response_type = "200"
|
115 |
+
with open(TEST_EVENTS_FOLDER / "get_response.json") as tst_json_get_response:
|
116 |
+
get_response_io = json.load(tst_json_get_response)
|
117 |
+
|
118 |
+
input_200 = {
|
119 |
+
"bbox": {
|
120 |
+
"ne": {"lat": 38.03932961278458, "lng": 15.36808069832851},
|
121 |
+
"sw": {"lat": 37.455509218936974, "lng": 14.632807441554068}
|
122 |
+
},
|
123 |
+
"prompt": [{
|
124 |
+
"type": "point",
|
125 |
+
"data": {"lat": 37.0, "lng": 15.0},
|
126 |
+
"label": 0
|
127 |
+
}],
|
128 |
+
"zoom": 10,
|
129 |
+
"source_type": "OpenStreetMap.Mapnik",
|
130 |
+
"debug": True
|
131 |
+
}
|
132 |
+
|
133 |
+
samexporter_predict_output = get_response_io[response_type]["input"]
|
134 |
+
samexporter_predict_mocked.return_value = samexporter_predict_output
|
135 |
+
samexporter_predict_mocked.side_effect = None
|
136 |
+
get_response_mocked.return_value = get_response_io[response_type]["output"]
|
137 |
+
|
138 |
+
event = {"body": input_200, "version": 1.0}
|
139 |
+
|
140 |
+
lambda_context = LambdaContext(
|
141 |
+
invoke_id="test_invoke_id",
|
142 |
+
client_context=None,
|
143 |
+
cognito_identity=None,
|
144 |
+
epoch_deadline_time_in_ms=time.time()
|
145 |
+
)
|
146 |
+
|
147 |
+
response_200 = lambda_handler(event, lambda_context)
|
148 |
+
expected_response_200 = get_response_io[response_type]["output"]
|
149 |
+
print(f"types: response_200:{type(response_200)}, expected:{type(expected_response_200)}.")
|
150 |
+
assert response_200 == expected_response_200
|
151 |
+
|
152 |
+
|
153 |
+
@patch.object(wrappers_helpers, "get_url_tile")
|
154 |
+
def test_lambda_handler_200_real_single_multi_point(self, get_url_tile_mocked):
|
155 |
+
import xyzservices
|
156 |
+
import shapely
|
157 |
+
|
158 |
+
from wrappers.lambda_wrapper import lambda_handler
|
159 |
+
from tests import LOCAL_URL_TILE, TEST_EVENTS_FOLDER
|
160 |
+
|
161 |
+
local_tile_provider = xyzservices.TileProvider(name="local_tile_provider", url=LOCAL_URL_TILE,
|
162 |
+
attribution="")
|
163 |
+
get_url_tile_mocked.return_value = local_tile_provider
|
164 |
+
fn_name = "lambda_handler"
|
165 |
+
invoke_id = "test_invoke_id"
|
166 |
+
|
167 |
+
for json_filename in [
|
168 |
+
"single_point",
|
169 |
+
"multi_prompt",
|
170 |
+
"single_rectangle"
|
171 |
+
]:
|
172 |
+
with open(TEST_EVENTS_FOLDER / f"{fn_name}_{json_filename}.json") as tst_json:
|
173 |
+
inputs_outputs = json.load(tst_json)
|
174 |
+
lambda_context = LambdaContext(
|
175 |
+
invoke_id=invoke_id,
|
176 |
+
client_context=None,
|
177 |
+
cognito_identity=None,
|
178 |
+
epoch_deadline_time_in_ms=time.time()
|
179 |
+
)
|
180 |
+
expected_response_dict = inputs_outputs["output"]
|
181 |
+
listen_port = 8000
|
182 |
+
expected_response_body = json.loads(expected_response_dict["body"])
|
183 |
+
|
184 |
+
with LocalTilesHttpServer.http_server("localhost", listen_port, directory=TEST_EVENTS_FOLDER):
|
185 |
+
input_event = inputs_outputs["input"]
|
186 |
+
input_event_body = json.loads(input_event["body"])
|
187 |
+
input_event["body"] = json.dumps(input_event_body)
|
188 |
+
response = lambda_handler(event=input_event, context=lambda_context)
|
189 |
+
|
190 |
+
response_dict = json.loads(response)
|
191 |
+
assert response_dict["statusCode"] == 200
|
192 |
+
body_dict = json.loads(response_dict["body"])
|
193 |
+
assert body_dict["n_predictions"] == 1
|
194 |
+
assert body_dict["request_id"] == invoke_id
|
195 |
+
assert body_dict["message"] == "ok"
|
196 |
+
assert body_dict["n_shapes_geojson"] == expected_response_body["n_shapes_geojson"]
|
197 |
+
|
198 |
+
output_geojson = shapely.from_geojson(body_dict["geojson"])
|
199 |
+
print("output_geojson::", type(output_geojson))
|
200 |
+
assert isinstance(output_geojson, shapely.GeometryCollection)
|
201 |
+
assert len(output_geojson.geoms) == expected_response_body["n_shapes_geojson"]
|
202 |
+
|
203 |
+
|
204 |
+
def test_debug(self):
|
205 |
+
from wrappers.lambda_wrapper import lambda_handler
|
206 |
+
|
207 |
+
input_event = {
|
208 |
+
'bbox': {
|
209 |
+
'ne': {'lat': 46.302592089330524, 'lng': 9.49493408203125},
|
210 |
+
'sw': {'lat': 46.14011755129237, 'lng': 9.143371582031252}},
|
211 |
+
'prompt': [
|
212 |
+
{'id': 166, 'type': 'point', 'data': {'lat': 46.18244521829928, 'lng': 9.418544769287111},
|
213 |
+
'label': 1}
|
214 |
+
],
|
215 |
+
'zoom': 12, 'source_type': 'OpenStreetMap'
|
216 |
+
}
|
217 |
+
lambda_context = LambdaContext(
|
218 |
+
invoke_id="test_invoke_id",
|
219 |
+
client_context=None,
|
220 |
+
cognito_identity=None,
|
221 |
+
epoch_deadline_time_in_ms=time.time()
|
222 |
+
)
|
223 |
+
response = lambda_handler(event=input_event, context=lambda_context)
|
224 |
+
print(response)
|
225 |
+
except ModuleNotFoundError as mnfe:
|
226 |
+
print("missing awslambdaric...")
|
227 |
+
raise mnfe
|
228 |
+
|
229 |
+
|
230 |
+
if __name__ == '__main__':
|
231 |
+
if IS_AWS_LAMBDA:
|
232 |
+
unittest.main()
|